Report of prepro

Dataset statistics

Number of variables	19
Number of observations	1031175
Missing cells	72276
Missing cells (%)	0.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 GiB
Average record size in memory	1.2 KiB

Variable types

Numeric	5
Text	10
URL	3
Categorical	1

Alerts

`Language` is highly imbalanced (78.5%)	Imbalance
`city` has 14103 (1.4%) missing values	Missing
`state` has 22798 (2.2%) missing values	Missing
`country` has 35374 (3.4%) missing values	Missing
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`rating` has 647323 (62.8%) zeros	Zeros

Reproduction

Analysis started	2025-02-26 11:12:58.857438
Analysis finished	2025-02-26 11:14:28.434495
Duration	1 minute and 29.58 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Uniform Unique

Distinct	1031175
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	515587

Minimum	0
Maximum	1031174
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	51558.7
Q1	257793.5
median	515587
Q3	773380.5
95-th percentile	979615.3
Maximum	1031174
Range	1031174
Interquartile range (IQR)	515587

Descriptive statistics

Standard deviation	297674.73
Coefficient of variation (CV)	0.57735111
Kurtosis	-1.2
Mean	515587
Median Absolute Deviation (MAD)	257794
Skewness	1.4842383 × 10^-15
Sum	5.3166042 × 10¹¹
Variance	8.8610243 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
687455	1	< 0.1%
687442	1	< 0.1%
687443	1	< 0.1%
687444	1	< 0.1%
687445	1	< 0.1%
687446	1	< 0.1%
687447	1	< 0.1%
687448	1	< 0.1%
687449	1	< 0.1%
Other values (1031165)	1031165	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1031174	1	< 0.1%
1031173	1	< 0.1%
1031172	1	< 0.1%
1031171	1	< 0.1%
1031170	1	< 0.1%
1031169	1	< 0.1%
1031168	1	< 0.1%
1031167	1	< 0.1%
1031166	1	< 0.1%
1031165	1	< 0.1%

user_id
Real number (ℝ)

Distinct	92107
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140594.37

Minimum	2
Maximum	278854
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	2
5-th percentile	14422
Q1	70415
median	141210
Q3	211426
95-th percentile	264331.7
Maximum	278854
Range	278852
Interquartile range (IQR)	141011

Descriptive statistics

Standard deviation	80524.435
Coefficient of variation (CV)	0.57274294
Kurtosis	-1.2265592
Mean	140594.37
Median Absolute Deviation (MAD)	70616
Skewness	-0.023981499
Sum	1.449774 × 10¹¹
Variance	6.4841846 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11676	11144	1.1%
198711	6456	0.6%
153662	5814	0.6%
98391	5779	0.6%
35859	5646	0.5%
212898	4290	0.4%
278418	3996	0.4%
76352	3329	0.3%
110973	2971	0.3%
235105	2943	0.3%
Other values (92097)	978807	94.9%

Value	Count	Frequency (%)
2	1	< 0.1%
8	17	< 0.1%
9	3	< 0.1%
10	1	< 0.1%
12	1	< 0.1%
14	4	< 0.1%
16	2	< 0.1%
17	7	< 0.1%
19	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
278854	8	< 0.1%
278852	1	< 0.1%
278851	23	< 0.1%
278849	4	< 0.1%
278846	1	< 0.1%
278844	2	< 0.1%
278843	60	< 0.1%
278838	6	< 0.1%
278836	1	< 0.1%
278832	3	< 0.1%

location
Text

Distinct	22480
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	81.6 MiB

Length

Max length	69
Median length	59
Mean length	25.180217
Min length	3

Characters and Unicode

Total characters	25965210
Distinct characters	91
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8399 ?
Unique (%)	0.8%

Sample

1st row	stockton, california, usa
2nd row	timmins, ontario, canada
3rd row	ottawa, ontario, canada
4th row	n/a, n/a, n/a
5th row	sudbury, ontario, canada

Value	Count	Frequency (%)
usa	746584	21.1%
california	107540	3.0%
canada	99471	2.8%
new	87325	2.5%
n/a	44526	1.3%
texas	44185	1.2%
ontario	41505	1.2%
york	37561	1.1%
virginia	36906	1.0%
florida	34285	1.0%
Other values (14214)	2260285	63.8%

Most occurring characters

Value	Count	Frequency (%)
a	3266628	12.6%
	2509400	9.7%
,	2065908	8.0%
n	1904641	7.3%
s	1851542	7.1%
i	1701268	6.6%
o	1549232	6.0%
e	1448319	5.6%
r	1307523	5.0%
u	1210337	4.7%
Other values (81)	7150412	27.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	25965210	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	3266628	12.6%
	2509400	9.7%
,	2065908	8.0%
n	1904641	7.3%
s	1851542	7.1%
i	1701268	6.6%
o	1549232	6.0%
e	1448319	5.6%
r	1307523	5.0%
u	1210337	4.7%
Other values (81)	7150412	27.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	25965210	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	3266628	12.6%
	2509400	9.7%
,	2065908	8.0%
n	1904641	7.3%
s	1851542	7.1%
i	1701268	6.6%
o	1549232	6.0%
e	1448319	5.6%
r	1307523	5.0%
u	1210337	4.7%
Other values (81)	7150412	27.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	25965210	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	3266628	12.6%
	2509400	9.7%
,	2065908	8.0%
n	1904641	7.3%
s	1851542	7.1%
i	1701268	6.6%
o	1549232	6.0%
e	1448319	5.6%
r	1307523	5.0%
u	1210337	4.7%
Other values (81)	7150412	27.5%

age
Real number (ℝ)

Distinct	93
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.429017

Minimum	5
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	5
5-th percentile	22
Q1	31
median	34.7439
Q3	41
95-th percentile	57
Maximum	99
Range	94
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.353539
Coefficient of variation (CV)	0.28421133
Kurtosis	1.2230354
Mean	36.429017
Median Absolute Deviation (MAD)	4.7438999
Skewness	0.76586581
Sum	37564691
Variance	107.19578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.74389988	282595	27.4%
33	32864	3.2%
29	30648	3.0%
30	27202	2.6%
32	26492	2.6%
36	26097	2.5%
28	25967	2.5%
31	25965	2.5%
34	25893	2.5%
38	22396	2.2%
Other values (83)	505056	49.0%

Value	Count	Frequency (%)
5	159	< 0.1%
6	14	< 0.1%
7	148	< 0.1%
8	542	0.1%
9	2056	0.2%
10	227	< 0.1%
11	513	< 0.1%
12	747	0.1%
13	1243	0.1%
14	3206	0.3%

Value	Count	Frequency (%)
99	5	< 0.1%
98	1	< 0.1%
97	127	< 0.1%
96	13	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	34	< 0.1%
92	47	< 0.1%
90	45	< 0.1%
89	2	< 0.1%

isbn
Text

Distinct	270170
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Memory size	65.9 MiB

Length

Max length	13
Median length	10
Mean length	10.000012
Min length	10

Characters and Unicode

Total characters	10311762
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	145658 ?
Unique (%)	14.1%

Sample

1st row	0195153448
2nd row	0002005018
3rd row	0002005018
4th row	0002005018
5th row	0002005018

Value	Count	Frequency (%)
0971880107	2502	0.2%
0316666343	1295	0.1%
0385504209	883	0.1%
0060928336	732	0.1%
0312195516	723	0.1%
044023722x	649	0.1%
067976402x	618	0.1%
0142001740	615	0.1%
0671027360	586	0.1%
0446672211	585	0.1%
Other values (269853)	1021990	99.1%

Most occurring characters

Value	Count	Frequency (%)
0	1932130	18.7%
4	1082823	10.5%
1	1062075	10.3%
5	1038144	10.1%
3	1034312	10.0%
2	876562	8.5%
7	861219	8.4%
6	841552	8.2%
8	814482	7.9%
9	682550	6.6%
Other values (29)	85913	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10311762	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1932130	18.7%
4	1082823	10.5%
1	1062075	10.3%
5	1038144	10.1%
3	1034312	10.0%
2	876562	8.5%
7	861219	8.4%
6	841552	8.2%
8	814482	7.9%
9	682550	6.6%
Other values (29)	85913	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10311762	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1932130	18.7%
4	1082823	10.5%
1	1062075	10.3%
5	1038144	10.1%
3	1034312	10.0%
2	876562	8.5%
7	861219	8.4%
6	841552	8.2%
8	814482	7.9%
9	682550	6.6%
Other values (29)	85913	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10311762	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1932130	18.7%
4	1082823	10.5%
1	1062075	10.3%
5	1038144	10.1%
3	1034312	10.0%
2	876562	8.5%
7	861219	8.4%
6	841552	8.2%
8	814482	7.9%
9	682550	6.6%
Other values (29)	85913	0.8%

rating
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8390215

Minimum	0
Maximum	10
Zeros	647323
Zeros (%)	62.8%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.8541492
Coefficient of variation (CV)	1.3575625
Kurtosis	-1.2150103
Mean	2.8390215
Median Absolute Deviation (MAD)	0
Skewness	0.75243535
Sum	2927528
Variance	14.854466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	647323	62.8%
8	91806	8.9%
10	71227	6.9%
7	66404	6.4%
9	60780	5.9%
5	45355	4.4%
6	31689	3.1%
4	7617	0.7%
3	5118	0.5%
2	2375	0.2%

Value	Count	Frequency (%)
0	647323	62.8%
1	1481	0.1%
2	2375	0.2%
3	5118	0.5%
4	7617	0.7%
5	45355	4.4%
6	31689	3.1%
7	66404	6.4%
8	91806	8.9%
9	60780	5.9%

Value	Count	Frequency (%)
10	71227	6.9%
9	60780	5.9%
8	91806	8.9%
7	66404	6.4%
6	31689	3.1%
5	45355	4.4%
4	7617	0.7%
3	5118	0.5%
2	2375	0.2%
1	1481	0.1%

book_title
Text

Distinct	241090
Distinct (%)	23.4%
Missing	0
Missing (%)	0.0%
Memory size	89.1 MiB

Length

Max length	256
Median length	211
Mean length	32.71261
Min length	1

Characters and Unicode

Total characters	33732426
Distinct characters	126
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	127524 ?
Unique (%)	12.4%

Sample

1st row	Classical Mythology
2nd row	Clara Callan
3rd row	Clara Callan
4th row	Clara Callan
5th row	Clara Callan

Value	Count	Frequency (%)
the	461771	8.2%
of	220678	3.9%
a	174061	3.1%
and	100167	1.8%
	85788	1.5%
in	63123	1.1%
to	60517	1.1%
novel	54387	1.0%
book	46932	0.8%
for	41821	0.7%
Other values (93219)	4296248	76.6%

Most occurring characters

Value	Count	Frequency (%)
	4585156	13.6%
e	3228366	9.6%
o	1999873	5.9%
a	1855355	5.5%
r	1765522	5.2%
i	1721233	5.1%
n	1681241	5.0%
t	1557566	4.6%
s	1387806	4.1%
l	1084723	3.2%
Other values (116)	12865585	38.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	33732426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	4585156	13.6%
e	3228366	9.6%
o	1999873	5.9%
a	1855355	5.5%
r	1765522	5.2%
i	1721233	5.1%
n	1681241	5.0%
t	1557566	4.6%
s	1387806	4.1%
l	1084723	3.2%
Other values (116)	12865585	38.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	33732426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	4585156	13.6%
e	3228366	9.6%
o	1999873	5.9%
a	1855355	5.5%
r	1765522	5.2%
i	1721233	5.1%
n	1681241	5.0%
t	1557566	4.6%
s	1387806	4.1%
l	1084723	3.2%
Other values (116)	12865585	38.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	33732426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	4585156	13.6%
e	3228366	9.6%
o	1999873	5.9%
a	1855355	5.5%
r	1765522	5.2%
i	1721233	5.1%
n	1681241	5.0%
t	1557566	4.6%
s	1387806	4.1%
l	1084723	3.2%
Other values (116)	12865585	38.1%

book_author
Text

Distinct	101593
Distinct (%)	9.9%
Missing	1
Missing (%)	< 0.1%
Memory size	69.7 MiB

Length

Max length	143
Median length	70
Mean length	13.751096
Min length	1

Characters and Unicode

Total characters	14179773
Distinct characters	109
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	49280 ?
Unique (%)	4.8%

Sample

1st row	Mark P. O. Morford
2nd row	Richard Bruce Wright
3rd row	Richard Bruce Wright
4th row	Richard Bruce Wright
5th row	Richard Bruce Wright

Value	Count	Frequency (%)
john	32558	1.4%
james	20384	0.9%
robert	18457	0.8%
michael	16959	0.8%
stephen	16524	0.7%
r	15345	0.7%
david	14916	0.7%
j	14678	0.6%
anne	14218	0.6%
mary	12185	0.5%
Other values (49131)	2082249	92.2%

Most occurring characters

Value	Count	Frequency (%)
e	1263261	8.9%
	1230224	8.7%
a	1160642	8.2%
n	967461	6.8%
r	933572	6.6%
i	769864	5.4%
o	690693	4.9%
l	668913	4.7%
t	497532	3.5%
s	459031	3.2%
Other values (99)	5538580	39.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14179773	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1263261	8.9%
	1230224	8.7%
a	1160642	8.2%
n	967461	6.8%
r	933572	6.6%
i	769864	5.4%
o	690693	4.9%
l	668913	4.7%
t	497532	3.5%
s	459031	3.2%
Other values (99)	5538580	39.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14179773	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1263261	8.9%
	1230224	8.7%
a	1160642	8.2%
n	967461	6.8%
r	933572	6.6%
i	769864	5.4%
o	690693	4.9%
l	668913	4.7%
t	497532	3.5%
s	459031	3.2%
Other values (99)	5538580	39.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14179773	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1263261	8.9%
	1230224	8.7%
a	1160642	8.2%
n	967461	6.8%
r	933572	6.6%
i	769864	5.4%
o	690693	4.9%
l	668913	4.7%
t	497532	3.5%
s	459031	3.2%
Other values (99)	5538580	39.1%

year_of_publication
Real number (ℝ)

Distinct	104
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1995.2827

Minimum	1376
Maximum	2008
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 MiB

Quantile statistics

Minimum	1376
5-th percentile	1982
Q1	1992
median	1997
Q3	2001
95-th percentile	2003
Maximum	2008
Range	632
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.3093401
Coefficient of variation (CV)	0.0036633106
Kurtosis	107.24842
Mean	1995.2827
Median Absolute Deviation (MAD)	4
Skewness	-3.0531031
Sum	2.0574856 × 10⁹
Variance	53.426453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2002	91801	8.9%
2001	79803	7.7%
1999	75195	7.3%
2003	72539	7.0%
2000	72334	7.0%
1998	64209	6.2%
1994	60533	5.9%
1997	59361	5.8%
1996	58826	5.7%
1995	54093	5.2%
Other values (94)	342481	33.2%

Value	Count	Frequency (%)
1376	1	< 0.1%
1378	1	< 0.1%
1806	1	< 0.1%
1897	1	< 0.1%
1900	4	< 0.1%
1901	7	< 0.1%
1902	10	< 0.1%
1904	1	< 0.1%
1906	1	< 0.1%
1908	3	< 0.1%

Value	Count	Frequency (%)
2008	1	< 0.1%
2006	3	< 0.1%
2005	122	< 0.1%
2004	25971	2.5%
2003	72539	7.0%
2002	91801	8.9%
2001	79803	7.7%
2000	72334	7.0%
1999	75195	7.3%
1998	64209	6.2%

publisher
Text

Distinct	16729
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	70.0 MiB

Length

Max length	134
Median length	88
Mean length	14.088498
Min length	1

Characters and Unicode

Total characters	14527707
Distinct characters	115
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7153 ?
Unique (%)	0.7%

Sample

1st row	Oxford University Press
2nd row	HarperFlamingo Canada
3rd row	HarperFlamingo Canada
4th row	HarperFlamingo Canada
5th row	HarperFlamingo Canada

Value	Count	Frequency (%)
books	289588	13.3%
publishing	74377	3.4%
bantam	53309	2.4%
press	51201	2.4%
group	49822	2.3%
	39280	1.8%
pocket	38651	1.8%
dell	35068	1.6%
ballantine	34864	1.6%
warner	33717	1.5%
Other values (11400)	1478364	67.9%

Most occurring characters

Value	Count	Frequency (%)
o	1312896	9.0%
	1147070	7.9%
e	1061244	7.3%
n	930394	6.4%
a	895126	6.2%
r	884118	6.1%
s	852276	5.9%
i	784350	5.4%
l	657268	4.5%
t	589550	4.1%
Other values (105)	5413415	37.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14527707	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	1312896	9.0%
	1147070	7.9%
e	1061244	7.3%
n	930394	6.4%
a	895126	6.2%
r	884118	6.1%
s	852276	5.9%
i	784350	5.4%
l	657268	4.5%
t	589550	4.1%
Other values (105)	5413415	37.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14527707	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	1312896	9.0%
	1147070	7.9%
e	1061244	7.3%
n	930394	6.4%
a	895126	6.2%
r	884118	6.1%
s	852276	5.9%
i	784350	5.4%
l	657268	4.5%
t	589550	4.1%
Other values (105)	5413415	37.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14527707	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	1312896	9.0%
	1147070	7.9%
e	1061244	7.3%
n	930394	6.4%
a	895126	6.2%
r	884118	6.1%
s	852276	5.9%
i	784350	5.4%
l	657268	4.5%
t	589550	4.1%
Other values (105)	5413415	37.3%

img_s
URL

Distinct	269861
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Memory size	115.1 MiB

http://images.amazon.com/images/P/0971880107.01.THUMBZZZ.jpg	2502
http://images.amazon.com/images/P/0316666343.01.THUMBZZZ.jpg	1295
http://images.amazon.com/images/P/0385504209.01.THUMBZZZ.jpg	883
http://images.amazon.com/images/P/0060928336.01.THUMBZZZ.jpg	732
http://images.amazon.com/images/P/0312195516.01.THUMBZZZ.jpg	723
Other values (269856)	1025040

Value	Count	Frequency (%)
http://images.amazon.com/images/P/0971880107.01.THUMBZZZ.jpg	2502	0.2%
http://images.amazon.com/images/P/0316666343.01.THUMBZZZ.jpg	1295	0.1%
http://images.amazon.com/images/P/0385504209.01.THUMBZZZ.jpg	883	0.1%
http://images.amazon.com/images/P/0060928336.01.THUMBZZZ.jpg	732	0.1%
http://images.amazon.com/images/P/0312195516.01.THUMBZZZ.jpg	723	0.1%
http://images.amazon.com/images/P/044023722X.01.THUMBZZZ.jpg	649	0.1%
http://images.amazon.com/images/P/067976402X.01.THUMBZZZ.jpg	618	0.1%
http://images.amazon.com/images/P/0142001740.01.THUMBZZZ.jpg	615	0.1%
http://images.amazon.com/images/P/0671027360.01.THUMBZZZ.jpg	586	0.1%
http://images.amazon.com/images/P/0446672211.01.THUMBZZZ.jpg	585	0.1%
Other values (269851)	1021987	99.1%

Value	Count	Frequency (%)
http	1031175	100.0%

Value	Count	Frequency (%)
images.amazon.com	1031175	100.0%

Value	Count	Frequency (%)
/images/P/0971880107.01.THUMBZZZ.jpg	2502	0.2%
/images/P/0316666343.01.THUMBZZZ.jpg	1295	0.1%
/images/P/0385504209.01.THUMBZZZ.jpg	883	0.1%
/images/P/0060928336.01.THUMBZZZ.jpg	732	0.1%
/images/P/0312195516.01.THUMBZZZ.jpg	723	0.1%
/images/P/044023722X.01.THUMBZZZ.jpg	649	0.1%
/images/P/067976402X.01.THUMBZZZ.jpg	618	0.1%
/images/P/0142001740.01.THUMBZZZ.jpg	615	0.1%
/images/P/0671027360.01.THUMBZZZ.jpg	586	0.1%
/images/P/0446672211.01.THUMBZZZ.jpg	585	0.1%
Other values (269851)	1021987	99.1%

Value	Count	Frequency (%)
	1031175	100.0%

Value	Count	Frequency (%)
	1031175	100.0%

img_m
URL

Distinct	269861
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Memory size	115.1 MiB

http://images.amazon.com/images/P/0971880107.01.MZZZZZZZ.jpg	2502
http://images.amazon.com/images/P/0316666343.01.MZZZZZZZ.jpg	1295
http://images.amazon.com/images/P/0385504209.01.MZZZZZZZ.jpg	883
http://images.amazon.com/images/P/0060928336.01.MZZZZZZZ.jpg	732
http://images.amazon.com/images/P/0312195516.01.MZZZZZZZ.jpg	723
Other values (269856)	1025040

Value	Count	Frequency (%)
http://images.amazon.com/images/P/0971880107.01.MZZZZZZZ.jpg	2502	0.2%
http://images.amazon.com/images/P/0316666343.01.MZZZZZZZ.jpg	1295	0.1%
http://images.amazon.com/images/P/0385504209.01.MZZZZZZZ.jpg	883	0.1%
http://images.amazon.com/images/P/0060928336.01.MZZZZZZZ.jpg	732	0.1%
http://images.amazon.com/images/P/0312195516.01.MZZZZZZZ.jpg	723	0.1%
http://images.amazon.com/images/P/044023722X.01.MZZZZZZZ.jpg	649	0.1%
http://images.amazon.com/images/P/067976402X.01.MZZZZZZZ.jpg	618	0.1%
http://images.amazon.com/images/P/0142001740.01.MZZZZZZZ.jpg	615	0.1%
http://images.amazon.com/images/P/0671027360.01.MZZZZZZZ.jpg	586	0.1%
http://images.amazon.com/images/P/0446672211.01.MZZZZZZZ.jpg	585	0.1%
Other values (269851)	1021987	99.1%

Value	Count	Frequency (%)
http	1031175	100.0%

Value	Count	Frequency (%)
images.amazon.com	1031175	100.0%

Value	Count	Frequency (%)
/images/P/0971880107.01.MZZZZZZZ.jpg	2502	0.2%
/images/P/0316666343.01.MZZZZZZZ.jpg	1295	0.1%
/images/P/0385504209.01.MZZZZZZZ.jpg	883	0.1%
/images/P/0060928336.01.MZZZZZZZ.jpg	732	0.1%
/images/P/0312195516.01.MZZZZZZZ.jpg	723	0.1%
/images/P/044023722X.01.MZZZZZZZ.jpg	649	0.1%
/images/P/067976402X.01.MZZZZZZZ.jpg	618	0.1%
/images/P/0142001740.01.MZZZZZZZ.jpg	615	0.1%
/images/P/0671027360.01.MZZZZZZZ.jpg	586	0.1%
/images/P/0446672211.01.MZZZZZZZ.jpg	585	0.1%
Other values (269851)	1021987	99.1%

Value	Count	Frequency (%)
	1031175	100.0%

Value	Count	Frequency (%)
	1031175	100.0%

img_l
URL

Distinct	269861
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Memory size	115.1 MiB

http://images.amazon.com/images/P/0971880107.01.LZZZZZZZ.jpg	2502
http://images.amazon.com/images/P/0316666343.01.LZZZZZZZ.jpg	1295
http://images.amazon.com/images/P/0385504209.01.LZZZZZZZ.jpg	883
http://images.amazon.com/images/P/0060928336.01.LZZZZZZZ.jpg	732
http://images.amazon.com/images/P/0312195516.01.LZZZZZZZ.jpg	723
Other values (269856)	1025040

Value	Count	Frequency (%)
http://images.amazon.com/images/P/0971880107.01.LZZZZZZZ.jpg	2502	0.2%
http://images.amazon.com/images/P/0316666343.01.LZZZZZZZ.jpg	1295	0.1%
http://images.amazon.com/images/P/0385504209.01.LZZZZZZZ.jpg	883	0.1%
http://images.amazon.com/images/P/0060928336.01.LZZZZZZZ.jpg	732	0.1%
http://images.amazon.com/images/P/0312195516.01.LZZZZZZZ.jpg	723	0.1%
http://images.amazon.com/images/P/044023722X.01.LZZZZZZZ.jpg	649	0.1%
http://images.amazon.com/images/P/067976402X.01.LZZZZZZZ.jpg	618	0.1%
http://images.amazon.com/images/P/0142001740.01.LZZZZZZZ.jpg	615	0.1%
http://images.amazon.com/images/P/0671027360.01.LZZZZZZZ.jpg	586	0.1%
http://images.amazon.com/images/P/0446672211.01.LZZZZZZZ.jpg	585	0.1%
Other values (269851)	1021987	99.1%

Value	Count	Frequency (%)
http	1031175	100.0%

Value	Count	Frequency (%)
images.amazon.com	1031175	100.0%

Value	Count	Frequency (%)
/images/P/0971880107.01.LZZZZZZZ.jpg	2502	0.2%
/images/P/0316666343.01.LZZZZZZZ.jpg	1295	0.1%
/images/P/0385504209.01.LZZZZZZZ.jpg	883	0.1%
/images/P/0060928336.01.LZZZZZZZ.jpg	732	0.1%
/images/P/0312195516.01.LZZZZZZZ.jpg	723	0.1%
/images/P/044023722X.01.LZZZZZZZ.jpg	649	0.1%
/images/P/067976402X.01.LZZZZZZZ.jpg	618	0.1%
/images/P/0142001740.01.LZZZZZZZ.jpg	615	0.1%
/images/P/0671027360.01.LZZZZZZZ.jpg	586	0.1%
/images/P/0446672211.01.LZZZZZZZ.jpg	585	0.1%
Other values (269851)	1021987	99.1%

Value	Count	Frequency (%)
	1031175	100.0%

Value	Count	Frequency (%)
	1031175	100.0%

Summary
Text

Distinct	136911
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Memory size	169.9 MiB

Length

Max length	374
Median length	297
Mean length	109.08555
Min length	1

Characters and Unicode

Total characters	112486297
Distinct characters	466
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	66037 ?
Unique (%)	6.4%

Sample

1st row	Provides an introduction to classical myths placing the addressed topics within their historical context, discussion of archaeological evidence as support for mythical events, and how these themes have been portrayed in literature, art, ...
2nd row	In a small town in Canada, Clara Callan reluctantly takes leave of her sister, Nora, who is bound for New York.
3rd row	In a small town in Canada, Clara Callan reluctantly takes leave of her sister, Nora, who is bound for New York.
4th row	In a small town in Canada, Clara Callan reluctantly takes leave of her sister, Nora, who is bound for New York.
5th row	In a small town in Canada, Clara Callan reluctantly takes leave of her sister, Nora, who is bound for New York.

Value	Count	Frequency (%)
the	1041929	5.6%
of	713907	3.8%
a	698979	3.8%
and	631892	3.4%
to	429704	2.3%
9	399202	2.2%
in	345630	1.9%
her	226898	1.2%
is	210285	1.1%
for	162808	0.9%
Other values (155678)	13681897	73.8%

Most occurring characters

Value	Count	Frequency (%)
	16187576	14.4%
e	10716585	9.5%
a	7205834	6.4%
t	7065437	6.3%
n	6550881	5.8%
i	6532615	5.8%
o	6526239	5.8%
r	6122476	5.4%
s	5904740	5.2%
h	4278200	3.8%
Other values (456)	35395714	31.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	112486297	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	16187576	14.4%
e	10716585	9.5%
a	7205834	6.4%
t	7065437	6.3%
n	6550881	5.8%
i	6532615	5.8%
o	6526239	5.8%
r	6122476	5.4%
s	5904740	5.2%
h	4278200	3.8%
Other values (456)	35395714	31.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	112486297	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	16187576	14.4%
e	10716585	9.5%
a	7205834	6.4%
t	7065437	6.3%
n	6550881	5.8%
i	6532615	5.8%
o	6526239	5.8%
r	6122476	5.4%
s	5904740	5.2%
h	4278200	3.8%
Other values (456)	35395714	31.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	112486297	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	16187576	14.4%
e	10716585	9.5%
a	7205834	6.4%
t	7065437	6.3%
n	6550881	5.8%
i	6532615	5.8%
o	6526239	5.8%
r	6122476	5.4%
s	5904740	5.2%
h	4278200	3.8%
Other values (456)	35395714	31.5%

Language
Categorical

Imbalance

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 MiB

en	618505
9	398937
de	5725
es	3425
fr	3223
Other values (28)	1360

Length

Max length	5
Median length	2
Mean length	1.6131559
Min length	1

Characters and Unicode

Total characters	1663446
Distinct characters	28
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	en
2nd row	en
3rd row	en
4th row	en
5th row	en

Common Values

Value	Count	Frequency (%)
en	618505	60.0%
9	398937	38.7%
de	5725	0.6%
es	3425	0.3%
fr	3223	0.3%
it	732	0.1%
nl	238	< 0.1%
da	119	< 0.1%
pt	100	< 0.1%
ca	49	< 0.1%
Other values (23)	122	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
en	618505	60.0%
9	398937	38.7%
de	5725	0.6%
es	3425	0.3%
fr	3223	0.3%
it	732	0.1%
nl	238	< 0.1%
da	119	< 0.1%
pt	100	< 0.1%
ca	49	< 0.1%
Other values (23)	122	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	627663	37.7%
n	618756	37.2%
9	398937	24.0%
d	5846	0.4%
s	3437	0.2%
r	3251	0.2%
f	3225	0.2%
t	839	0.1%
i	736	< 0.1%
l	268	< 0.1%
Other values (18)	488	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1663446	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	627663	37.7%
n	618756	37.2%
9	398937	24.0%
d	5846	0.4%
s	3437	0.2%
r	3251	0.2%
f	3225	0.2%
t	839	0.1%
i	736	< 0.1%
l	268	< 0.1%
Other values (18)	488	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1663446	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	627663	37.7%
n	618756	37.2%
9	398937	24.0%
d	5846	0.4%
s	3437	0.2%
r	3251	0.2%
f	3225	0.2%
t	839	0.1%
i	736	< 0.1%
l	268	< 0.1%
Other values (18)	488	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1663446	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	627663	37.7%
n	618756	37.2%
9	398937	24.0%
d	5846	0.4%
s	3437	0.2%
r	3251	0.2%
f	3225	0.2%
t	839	0.1%
i	736	< 0.1%
l	268	< 0.1%
Other values (18)	488	< 0.1%

Category
Text

Distinct	6448
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	64.8 MiB

Length

Max length	279
Median length	118
Mean length	8.9121536
Min length	1

Characters and Unicode

Total characters	9189990
Distinct characters	112
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2426 ?
Unique (%)	0.2%

Sample

1st row	['Social Science']
2nd row	['Actresses']
3rd row	['Actresses']
4th row	['Actresses']
5th row	['Actresses']

Value	Count	Frequency (%)
fiction	433139	34.1%
9	406102	32.0%
	48094	3.8%
juvenile	45410	3.6%
biography	22621	1.8%
autobiography	22549	1.8%
science	10079	0.8%
humor	9028	0.7%
history	8520	0.7%
religion	7307	0.6%
Other values (5677)	256601	20.2%

Most occurring characters

Value	Count	Frequency (%)
'	1248035	13.6%
i	1170814	12.7%
o	652437	7.1%
[	625074	6.8%
]	625074	6.8%
n	614275	6.7%
t	583967	6.4%
c	530396	5.8%
F	443764	4.8%
9	406985	4.4%
Other values (102)	2289169	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9189990	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	1248035	13.6%
i	1170814	12.7%
o	652437	7.1%
[	625074	6.8%
]	625074	6.8%
n	614275	6.7%
t	583967	6.4%
c	530396	5.8%
F	443764	4.8%
9	406985	4.4%
Other values (102)	2289169	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9189990	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	1248035	13.6%
i	1170814	12.7%
o	652437	7.1%
[	625074	6.8%
]	625074	6.8%
n	614275	6.7%
t	583967	6.4%
c	530396	5.8%
F	443764	4.8%
9	406985	4.4%
Other values (102)	2289169	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9189990	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	1248035	13.6%
i	1170814	12.7%
o	652437	7.1%
[	625074	6.8%
]	625074	6.8%
n	614275	6.7%
t	583967	6.4%
c	530396	5.8%
F	443764	4.8%
9	406985	4.4%
Other values (102)	2289169	24.9%

city
Text

Missing

Distinct	14767
Distinct (%)	1.5%
Missing	14103
Missing (%)	1.4%
Memory size	64.4 MiB

Length

Max length	47
Median length	37
Mean length	8.7001314
Min length	1

Characters and Unicode

Total characters	8848660
Distinct characters	84
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4855 ?
Unique (%)	0.5%

Sample

1st row	stockton
2nd row	timmins
3rd row	ottawa
4th row	sudbury
5th row	toronto

Value	Count	Frequency (%)
san	22513	1.8%
st	17816	1.4%
city	15594	1.2%
toronto	15124	1.2%
louis	13628	1.1%
new	11591	0.9%
beach	11030	0.9%
chicago	9418	0.7%
ft	9224	0.7%
little	8617	0.7%
Other values (12983)	1146436	89.5%

Most occurring characters

Value	Count	Frequency (%)
a	878949	9.9%
e	774237	8.7%
o	748122	8.5%
n	703817	8.0%
l	637878	7.2%
r	608874	6.9%
i	550374	6.2%
t	528345	6.0%
s	502627	5.7%
c	314316	3.6%
Other values (74)	2601121	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8848660	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	878949	9.9%
e	774237	8.7%
o	748122	8.5%
n	703817	8.0%
l	637878	7.2%
r	608874	6.9%
i	550374	6.2%
t	528345	6.0%
s	502627	5.7%
c	314316	3.6%
Other values (74)	2601121	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8848660	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	878949	9.9%
e	774237	8.7%
o	748122	8.5%
n	703817	8.0%
l	637878	7.2%
r	608874	6.9%
i	550374	6.2%
t	528345	6.0%
s	502627	5.7%
c	314316	3.6%
Other values (74)	2601121	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8848660	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	878949	9.9%
e	774237	8.7%
o	748122	8.5%
n	703817	8.0%
l	637878	7.2%
r	608874	6.9%
i	550374	6.2%
t	528345	6.0%
s	502627	5.7%
c	314316	3.6%
Other values (74)	2601121	29.4%

state
Text

Missing

Distinct	2123
Distinct (%)	0.2%
Missing	22798
Missing (%)	2.2%
Memory size	64.1 MiB

Length

Max length	49
Median length	37
Mean length	8.6172324
Min length	1

Characters and Unicode

Total characters	8689419
Distinct characters	79
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	767 ?
Unique (%)	0.1%

Sample

1st row	california
2nd row	ontario
3rd row	ontario
4th row	ontario
5th row	ontario

Value	Count	Frequency (%)
california	107500	9.2%
new	69766	6.0%
texas	44173	3.8%
ontario	41455	3.5%
virginia	34999	3.0%
florida	34258	2.9%
missouri	33007	2.8%
washington	31956	2.7%
illinois	30626	2.6%
york	29790	2.5%
Other values (1913)	713273	60.9%

Most occurring characters

Value	Count	Frequency (%)
a	1136556	13.1%
i	1017765	11.7%
n	899518	10.4%
o	753906	8.7%
r	611153	7.0%
e	565023	6.5%
s	546331	6.3%
l	444416	5.1%
t	376764	4.3%
c	309364	3.6%
Other values (69)	2028623	23.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8689419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1136556	13.1%
i	1017765	11.7%
n	899518	10.4%
o	753906	8.7%
r	611153	7.0%
e	565023	6.5%
s	546331	6.3%
l	444416	5.1%
t	376764	4.3%
c	309364	3.6%
Other values (69)	2028623	23.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8689419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1136556	13.1%
i	1017765	11.7%
n	899518	10.4%
o	753906	8.7%
r	611153	7.0%
e	565023	6.5%
s	546331	6.3%
l	444416	5.1%
t	376764	4.3%
c	309364	3.6%
Other values (69)	2028623	23.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8689419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1136556	13.1%
i	1017765	11.7%
n	899518	10.4%
o	753906	8.7%
r	611153	7.0%
e	565023	6.5%
s	546331	6.3%
l	444416	5.1%
t	376764	4.3%
c	309364	3.6%
Other values (69)	2028623	23.3%

country
Text

Missing

Distinct	414
Distinct (%)	< 0.1%
Missing	35374
Missing (%)	3.4%
Memory size	59.2 MiB

Length

Max length	43
Median length	3
Mean length	4.2359548
Min length	1

Characters and Unicode

Total characters	4218168
Distinct characters	53
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	147 ?
Unique (%)	< 0.1%

Sample

1st row	usa
2nd row	canada
3rd row	canada
4th row	canada
5th row	canada

Value	Count	Frequency (%)
usa	746518	71.8%
canada	93005	8.9%
united	33346	3.2%
kingdom	33078	3.2%
germany	27665	2.7%
australia	18239	1.8%
spain	14989	1.4%
france	10658	1.0%
portugal	6984	0.7%
new	5968	0.6%
Other values (405)	49849	4.8%

Most occurring characters

Value	Count	Frequency (%)
a	1206904	28.6%
u	811861	19.2%
s	802584	19.0%
n	257087	6.1%
d	180767	4.3%
i	133129	3.2%
e	109059	2.6%
c	108524	2.6%
r	87496	2.1%
t	76864	1.8%
Other values (43)	443893	10.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4218168	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1206904	28.6%
u	811861	19.2%
s	802584	19.0%
n	257087	6.1%
d	180767	4.3%
i	133129	3.2%
e	109059	2.6%
c	108524	2.6%
r	87496	2.1%
t	76864	1.8%
Other values (43)	443893	10.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4218168	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1206904	28.6%
u	811861	19.2%
s	802584	19.0%
n	257087	6.1%
d	180767	4.3%
i	133129	3.2%
e	109059	2.6%
c	108524	2.6%
r	87496	2.1%
t	76864	1.8%
Other values (43)	443893	10.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4218168	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1206904	28.6%
u	811861	19.2%
s	802584	19.0%
n	257087	6.1%
d	180767	4.3%
i	133129	3.2%
e	109059	2.6%
c	108524	2.6%
r	87496	2.1%
t	76864	1.8%
Other values (43)	443893	10.5%

	Language	Unnamed: 0	age	rating	user_id	year_of_publication
Language	1.000	0.041	0.019	0.013	0.011	0.289
Unnamed: 0	0.041	1.000	0.039	-0.042	0.170	-0.158
age	0.019	0.039	1.000	-0.018	-0.013	-0.009
rating	0.013	-0.042	-0.018	1.000	-0.044	0.052
user_id	0.011	0.170	-0.013	-0.044	1.000	-0.013
year_of_publication	0.289	-0.158	-0.009	0.052	-0.013	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Unnamed: 0	user_id	location	age	isbn	rating	book_title	book_author	year_of_publication	publisher	img_s	img_m	img_l	Summary	Language	Category	city	state	country
0	0	2	stockton, california, usa	18.0000	0195153448	0	Classical Mythology	Mark P. O. Morford	2002.0	Oxford University Press	http://images.amazon.com/images/P/0195153448.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0195153448.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0195153448.01.LZZZZZZZ.jpg	Provides an introduction to classical myths placing the addressed\ntopics within their historical context, discussion of archaeological\nevidence as support for mythical events, and how these themes have\nbeen portrayed in literature, art, ...	en	['Social Science']	stockton	california	usa
1	1	8	timmins, ontario, canada	34.7439	0002005018	5	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	timmins	ontario	canada
2	2	11400	ottawa, ontario, canada	49.0000	0002005018	0	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	ottawa	ontario	canada
3	3	11676	n/a, n/a, n/a	34.7439	0002005018	8	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	NaN	NaN	NaN
4	4	41385	sudbury, ontario, canada	34.7439	0002005018	0	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	sudbury	ontario	canada
5	5	67544	toronto, ontario, canada	30.0000	0002005018	8	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	toronto	ontario	canada
6	6	85526	victoria, british columbia, canada	36.0000	0002005018	0	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	victoria	british columbia	canada
7	7	96054	ottawa, ontario, canada	29.0000	0002005018	0	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	ottawa	ontario	canada
8	8	116866	ottawa, ,	34.7439	0002005018	9	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	ottawa	,	NaN
9	9	123629	kingston, ontario, canada	34.7439	0002005018	9	Clara Callan	Richard Bruce Wright	2001.0	HarperFlamingo Canada	http://images.amazon.com/images/P/0002005018.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0002005018.01.LZZZZZZZ.jpg	In a small town in Canada, Clara Callan reluctantly takes leave of her\nsister, Nora, who is bound for New York.	en	['Actresses']	kingston	ontario	canada

	Unnamed: 0	user_id	location	age	isbn	rating	book_title	book_author	year_of_publication	publisher	img_s	img_m	img_l	Summary	Language	Category	city	state	country
1031165	1031165	278843	pismo beach, california, usa	28.0	1874061149	0	The Queen's Gambit	Walter Tevis	1996.0	Texas Bookman	http://images.amazon.com/images/P/1874061149.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/1874061149.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/1874061149.01.LZZZZZZZ.jpg	Engaging and fast-paced, The Queen's Gambit speeds to a conclusion\nas elegant and satisfying as a mate in four.	en	['Fiction']	pismo beach	california	usa
1031166	1031166	278849	georgetown, ontario, canada	23.0	0920656307	0	Secret of Willow Castle	Ly Cook	1911.0	Firefly Books Ltd	http://images.amazon.com/images/P/0920656307.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0920656307.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0920656307.01.LZZZZZZZ.jpg	Canadian story early 19th century Orphaned servant girl sent to farm.	en	['Canada']	georgetown	ontario	canada
1031167	1031167	278851	dallas, texas, usa	33.0	0028630289	0	Frommer's 2000 California (Frommer's California 2000)	Erika Lenkert	1999.0	Frommer's	http://images.amazon.com/images/P/0028630289.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0028630289.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0028630289.01.LZZZZZZZ.jpg	9	9	9	dallas	texas	usa
1031168	1031168	278851	dallas, texas, usa	33.0	0312266448	0	The Military Quotation Book : Revised and Expanded: More than 1,200 of the Best Quotations About War, Leadership, Courage, Victory, and Defeat	James Charlton	2002.0	Thomas Dunne Books	http://images.amazon.com/images/P/0312266448.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0312266448.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0312266448.01.LZZZZZZZ.jpg	Contains more than 1,200 quotations about war, courage, combat,\nvictory, and defeat, by such people as Charles Dickens, George Patton,\nWinston Churchill, Voltaire, and Colin Powell.	en	['Reference']	dallas	texas	usa
1031169	1031169	278851	dallas, texas, usa	33.0	067161746X	7	The Bachelor Home Companion: A Practical Guide to Keeping House Like a Pig	P.J. O'Rourke	1987.0	Pocket Books	http://images.amazon.com/images/P/067161746X.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/067161746X.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/067161746X.01.LZZZZZZZ.jpg	A tongue-in-cheek survival guide for single people reveals the\nquintessential secrets of no-fuss housekeeping	en	['Humor']	dallas	texas	usa
1031170	1031170	278851	dallas, texas, usa	33.0	0743203763	0	As Hogan Said . . . : The 389 Best Things Anyone Said about How to Play Golf	Randy Voorhees	2000.0	Simon & Schuster	http://images.amazon.com/images/P/0743203763.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0743203763.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0743203763.01.LZZZZZZZ.jpg	Golf lovers will revel in this collection of tips, wisdom, and\nquotations culled from the masters of the game, including Bobby Jones,\nJack Nichlaus, Sam Snead, Tom Watson, and Tiger Woods. 60,000 first\nprinting.	en	['Humor']	dallas	texas	usa
1031171	1031171	278851	dallas, texas, usa	33.0	0767907566	5	All Elevations Unknown: An Adventure in the Heart of Borneo	Sam Lightner	2001.0	Broadway Books	http://images.amazon.com/images/P/0767907566.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0767907566.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0767907566.01.LZZZZZZZ.jpg	A daring twist on the travel-adventure genre that places the talented\nLightner in the ranks of authors such as Jon Krakauer, Sebastian\nJunger, and Redmond O'Hanlon, All Elevations Unknown is ultimately\nthe remarkable story of two ...	en	['Nature']	dallas	texas	usa
1031172	1031172	278851	dallas, texas, usa	33.0	0884159221	7	Why stop?: A guide to Texas historical roadside markers	Claude Dooley	1985.0	Lone Star Books	http://images.amazon.com/images/P/0884159221.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0884159221.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0884159221.01.LZZZZZZZ.jpg	9	9	9	dallas	texas	usa
1031173	1031173	278851	dallas, texas, usa	33.0	0912333022	7	The Are You Being Served? Stories: 'Camping In' and Other Fiascoes	Jeremy Lloyd	1997.0	Kqed Books	http://images.amazon.com/images/P/0912333022.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/0912333022.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/0912333022.01.LZZZZZZZ.jpg	These hilarious stories by the creator of public television's\nlongest-running hit series capture the wacky sensibility and off-the-\nwall humor of the British sitcom.	en	['Fiction']	dallas	texas	usa
1031174	1031174	278851	dallas, texas, usa	33.0	1569661057	10	Dallas Street Map Guide and Directory, 2000 Edition	Mapsco	1999.0	American Map Corporation	http://images.amazon.com/images/P/1569661057.01.THUMBZZZ.jpg	http://images.amazon.com/images/P/1569661057.01.MZZZZZZZ.jpg	http://images.amazon.com/images/P/1569661057.01.LZZZZZZZ.jpg	9	9	9	dallas	texas	usa

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script